Back to Dashboard
CategoryWeight: 1.0x

Performance Efficiency

Tests whether generated code uses efficient algorithms and avoids unnecessary computation, memory allocation, and I/O.

Best Score

0.0

Avg Score

0.0

Tests

3

Performance Over Time — All Models

Model Rankings

1
Claude Opus 4.8

Category score

View
94.0BEST
Tokens27.4k
Total27.4k
2
Grok 4.5

Category score

View
94.0BEST
Tokens106.5k
Total106.5k
3
GPT-5.5

Category score

View
92.3-1.7 pts
Tokens47.7k
Total47.7k
4
Claude Sonnet 4.6

Category score

View
33.3-60.7 pts
Tokens13.7k
Total13.7k

Test Breakdown

Algorithm Complexity

Solve a problem in O(n log n) instead of naive O(n^2)

Claude Opus 4.8
94.0
Grok 4.5
94.0
GPT-5.5
92.3
Claude Sonnet 4.6
33.3

Memory-efficient Processing

Process a large file using streaming instead of loading into memory

Claude Opus 4.8
94.0
Grok 4.5
94.0
GPT-5.5
92.3
Claude Sonnet 4.6
33.3

Query Optimization

Write database queries that use indexes and avoid N+1 patterns

Claude Opus 4.8
94.0
Grok 4.5
94.0
GPT-5.5
92.3
Claude Sonnet 4.6
33.3